Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 5441488 |
| Missing cells | 498145 |
| Missing cells (%) | 0.8% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 498.2 MiB |
| Average record size in memory | 96.0 B |
Variable types
| Numeric | 7 |
|---|---|
| Categorical | 5 |
filename has a high cardinality: 2240 distinct values | High cardinality |
sha256 has a high cardinality: 855521 distinct values | High cardinality |
imp_hash has a high cardinality: 147702 distinct values | High cardinality |
sec_md5 has a high cardinality: 1611716 distinct values | High cardinality |
sec_name has a high cardinality: 19779 distinct values | High cardinality |
Unnamed: 0 is highly correlated with win_count | High correlation |
win_count is highly correlated with Unnamed: 0 | High correlation |
sec_chi2 is highly correlated with raw_size | High correlation |
sec_entropy is highly correlated with raw_size and 1 other fields | High correlation |
raw_size is highly correlated with sec_chi2 and 2 other fields | High correlation |
virtual_size is highly correlated with sec_entropy and 1 other fields | High correlation |
Unnamed: 0 is highly correlated with win_count | High correlation |
win_count is highly correlated with Unnamed: 0 | High correlation |
Unnamed: 0 is highly correlated with win_count | High correlation |
win_count is highly correlated with Unnamed: 0 | High correlation |
sec_chi2 is highly correlated with raw_size | High correlation |
sec_entropy is highly correlated with raw_size | High correlation |
raw_size is highly correlated with sec_chi2 and 2 other fields | High correlation |
virtual_size is highly correlated with raw_size | High correlation |
Unnamed: 0 is highly correlated with win_count | High correlation |
win_count is highly correlated with Unnamed: 0 | High correlation |
imp_hash has 469426 (8.6%) missing values | Missing |
sec_chi2 is highly skewed (γ1 = 132.3276782) | Skewed |
raw_size is highly skewed (γ1 = 267.9088872) | Skewed |
virtual_size is highly skewed (γ1 = 249.1878453) | Skewed |
virtual_address is highly skewed (γ1 = 62.57661845) | Skewed |
Unnamed: 0 is uniformly distributed | Uniform |
Unnamed: 0 has unique values | Unique |
sec_entropy has 819427 (15.1%) zeros | Zeros |
raw_size has 564952 (10.4%) zeros | Zeros |
Reproduction
| Analysis started | 2022-08-08 01:37:53.468771 |
|---|---|
| Analysis finished | 2022-08-08 01:40:43.795211 |
| Duration | 2 minutes and 50.33 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
Unnamed: 0
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIFORMUNIQUE| Distinct | 5441488 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2720743.5 |
| Minimum | 0 |
|---|---|
| Maximum | 5441487 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 41.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 272074.35 |
| Q1 | 1360371.75 |
| median | 2720743.5 |
| Q3 | 4081115.25 |
| 95-th percentile | 5169412.65 |
| Maximum | 5441487 |
| Range | 5441487 |
| Interquartile range (IQR) | 2720743.5 |
Descriptive statistics
| Standard deviation | 1570822.425 |
|---|---|
| Coefficient of variation (CV) | 0.5773504283 |
| Kurtosis | -1.2 |
| Mean | 2720743.5 |
| Median Absolute Deviation (MAD) | 1360372 |
| Skewness | 1.069900686 × 10-15 |
| Sum | 1.480489311 × 1013 |
| Variance | 2.467483091 × 1012 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 3627666 | 1 | < 0.1% |
| 3627664 | 1 | < 0.1% |
| 3627663 | 1 | < 0.1% |
| 3627662 | 1 | < 0.1% |
| 3627661 | 1 | < 0.1% |
| 3627660 | 1 | < 0.1% |
| 3627659 | 1 | < 0.1% |
| 3627658 | 1 | < 0.1% |
| 3627657 | 1 | < 0.1% |
| Other values (5441478) | 5441478 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 5441487 | 1 | |
| 5441486 | 1 | |
| 5441485 | 1 | |
| 5441484 | 1 | |
| 5441483 | 1 | |
| 5441482 | 1 | |
| 5441481 | 1 | |
| 5441480 | 1 | |
| 5441479 | 1 | |
| 5441478 | 1 |
| Distinct | 2240 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 41.5 MiB |
| 2022042601/2022042601_4 | 11887 |
|---|---|
| 2022042501/2022042501_7 | 11512 |
| 2022042600/2022042600_52 | 11173 |
| 2022042600/2022042600_49 | 11070 |
| 2022042501/2022042501_6 | 10947 |
| Other values (2235) |
Length
| Max length | 24 |
|---|---|
| Median length | 24 |
| Mean length | 23.82759899 |
| Min length | 23 |
Characters and Unicode
| Total characters | 129657594 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2022042404/2022042404_42 |
|---|---|
| 2nd row | 2022042404/2022042404_42 |
| 3rd row | 2022042404/2022042404_42 |
| 4th row | 2022042404/2022042404_42 |
| 5th row | 2022042404/2022042404_42 |
Common Values
| Value | Count | Frequency (%) |
| 2022042601/2022042601_4 | 11887 | 0.2% |
| 2022042501/2022042501_7 | 11512 | 0.2% |
| 2022042600/2022042600_52 | 11173 | 0.2% |
| 2022042600/2022042600_49 | 11070 | 0.2% |
| 2022042501/2022042501_6 | 10947 | 0.2% |
| 2022042600/2022042600_51 | 10696 | 0.2% |
| 2022042501/2022042501_5 | 10502 | 0.2% |
| 2022042501/2022042501_8 | 10387 | 0.2% |
| 2022042601/2022042601_3 | 10281 | 0.2% |
| 2022042500/2022042500_56 | 9887 | 0.2% |
| Other values (2230) | 5333146 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 2022042601/2022042601_4 | 11887 | 0.2% |
| 2022042501/2022042501_7 | 11512 | 0.2% |
| 2022042600/2022042600_52 | 11173 | 0.2% |
| 2022042600/2022042600_49 | 11070 | 0.2% |
| 2022042501/2022042501_6 | 10947 | 0.2% |
| 2022042600/2022042600_51 | 10696 | 0.2% |
| 2022042501/2022042501_5 | 10502 | 0.2% |
| 2022042501/2022042501_8 | 10387 | 0.2% |
| 2022042601/2022042601_3 | 10281 | 0.2% |
| 2022042500/2022042500_56 | 9887 | 0.2% |
| Other values (2230) | 5333146 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 47061339 | |
| 0 | 30974283 | |
| 4 | 18268536 | 14.1% |
| 5 | 6377301 | 4.9% |
| 1 | 5485215 | 4.2% |
| / | 5441488 | 4.2% |
| _ | 5441488 | 4.2% |
| 6 | 4891660 | 3.8% |
| 3 | 2366854 | 1.8% |
| 7 | 1215620 | 0.9% |
| Other values (2) | 2133810 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 118774618 | |
| Other Punctuation | 5441488 | 4.2% |
| Connector Punctuation | 5441488 | 4.2% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 47061339 | |
| 0 | 30974283 | |
| 4 | 18268536 | 15.4% |
| 5 | 6377301 | 5.4% |
| 1 | 5485215 | 4.6% |
| 6 | 4891660 | 4.1% |
| 3 | 2366854 | 2.0% |
| 7 | 1215620 | 1.0% |
| 9 | 1130226 | 1.0% |
| 8 | 1003584 | 0.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 5441488 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 5441488 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 129657594 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 47061339 | |
| 0 | 30974283 | |
| 4 | 18268536 | 14.1% |
| 5 | 6377301 | 4.9% |
| 1 | 5485215 | 4.2% |
| / | 5441488 | 4.2% |
| _ | 5441488 | 4.2% |
| 6 | 4891660 | 3.8% |
| 3 | 2366854 | 1.8% |
| 7 | 1215620 | 0.9% |
| Other values (2) | 2133810 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 129657594 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 47061339 | |
| 0 | 30974283 | |
| 4 | 18268536 | 14.1% |
| 5 | 6377301 | 4.9% |
| 1 | 5485215 | 4.2% |
| / | 5441488 | 4.2% |
| _ | 5441488 | 4.2% |
| 6 | 4891660 | 3.8% |
| 3 | 2366854 | 1.8% |
| 7 | 1215620 | 0.9% |
| Other values (2) | 2133810 | 1.6% |
| Distinct | 644138 |
|---|---|
| Distinct (%) | 11.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 282839.2168 |
| Minimum | 1 |
|---|---|
| Maximum | 654977 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 41.5 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 26637 |
| Q1 | 134859 |
| median | 269821 |
| Q3 | 401533 |
| 95-th percentile | 604726 |
| Maximum | 654977 |
| Range | 654976 |
| Interquartile range (IQR) | 266674 |
Descriptive statistics
| Standard deviation | 176525.8264 |
|---|---|
| Coefficient of variation (CV) | 0.624120758 |
| Kurtosis | -0.874147104 |
| Mean | 282839.2168 |
| Median Absolute Deviation (MAD) | 133395 |
| Skewness | 0.3200546027 |
| Sum | 1.539066204 × 1012 |
| Variance | 3.116136738 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 206546 | 68 | < 0.1% |
| 201570 | 65 | < 0.1% |
| 97642 | 63 | < 0.1% |
| 356302 | 62 | < 0.1% |
| 225279 | 62 | < 0.1% |
| 254791 | 61 | < 0.1% |
| 356614 | 60 | < 0.1% |
| 355558 | 60 | < 0.1% |
| 361801 | 60 | < 0.1% |
| 256996 | 60 | < 0.1% |
| Other values (644128) | 5440867 |
| Value | Count | Frequency (%) |
| 1 | 6 | < 0.1% |
| 2 | 10 | |
| 3 | 15 | |
| 4 | 17 | |
| 5 | 6 | < 0.1% |
| 6 | 12 | |
| 7 | 8 | |
| 8 | 14 | |
| 9 | 6 | < 0.1% |
| 10 | 10 |
| Value | Count | Frequency (%) |
| 654977 | 7 | |
| 654976 | 3 | |
| 654975 | 2 | < 0.1% |
| 654974 | 3 | |
| 654973 | 3 | |
| 654972 | 5 | |
| 654971 | 5 | |
| 654970 | 3 | |
| 654969 | 1 | < 0.1% |
| 654968 | 7 |
| Distinct | 855521 |
|---|---|
| Distinct (%) | 15.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 41.5 MiB |
| fc8cc9c54ec536a6cb66d2fb7ce8f17dcc1b2de870be607d9337842eccc044ba | 876 |
|---|---|
| 7fe5f6e0a05608a00acfedce0cd83c74de3813ed5910a53ae2679f985dcaf256 | 800 |
| 77980723f53e66234368e2db43fda4e640fcfae134dfdd57c62fb50fd53b2273 | 744 |
| 6d3fcefcf9130c19b1ae9538e8870c70c68903a20e7650a3038123bea0df7997 | 737 |
| 8af30534bd08c8caf960bae0e9fccb8d8e43428678bd771fdc7a5b55d85677ae | 720 |
| Other values (855516) |
Length
| Max length | 64 |
|---|---|
| Median length | 64 |
| Mean length | 64 |
| Min length | 64 |
Characters and Unicode
| Total characters | 348255232 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 10548 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | 6db890d533348b90363936295036e0e1063172632d1e5004919d6cf4c43383ea |
|---|---|
| 2nd row | 6db890d533348b90363936295036e0e1063172632d1e5004919d6cf4c43383ea |
| 3rd row | 6db890d533348b90363936295036e0e1063172632d1e5004919d6cf4c43383ea |
| 4th row | ccd698a9d99763afd58a04cbd9b6d01612d6e8b15caf64b6034d31ce2920ca9e |
| 5th row | ccd698a9d99763afd58a04cbd9b6d01612d6e8b15caf64b6034d31ce2920ca9e |
Common Values
| Value | Count | Frequency (%) |
| fc8cc9c54ec536a6cb66d2fb7ce8f17dcc1b2de870be607d9337842eccc044ba | 876 | < 0.1% |
| 7fe5f6e0a05608a00acfedce0cd83c74de3813ed5910a53ae2679f985dcaf256 | 800 | < 0.1% |
| 77980723f53e66234368e2db43fda4e640fcfae134dfdd57c62fb50fd53b2273 | 744 | < 0.1% |
| 6d3fcefcf9130c19b1ae9538e8870c70c68903a20e7650a3038123bea0df7997 | 737 | < 0.1% |
| 8af30534bd08c8caf960bae0e9fccb8d8e43428678bd771fdc7a5b55d85677ae | 720 | < 0.1% |
| d18aa84b7bf0efde9c6b5db2a38ab1ec9484c59c5284c0bd080f5197bf9388b0 | 714 | < 0.1% |
| 74e0c5d03137d87fcb57f8bb3f2e16e6a540ee02acf11f9f38c688d4ce9ee65c | 608 | < 0.1% |
| e4632c0d05147e90c57b2a86d38a624a42fd337364b4eb9a4174a6ff919d2d2b | 600 | < 0.1% |
| 9d5b4887dd3166f6284b3220de0c77136f3dc795f4d7e40711472f9f24b390f4 | 592 | < 0.1% |
| 8f6cc96686e671bc8f2d980f39ffe125517c4ce2407755289e52b19cdaee9961 | 584 | < 0.1% |
| Other values (855511) | 5434513 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| fc8cc9c54ec536a6cb66d2fb7ce8f17dcc1b2de870be607d9337842eccc044ba | 876 | < 0.1% |
| 7fe5f6e0a05608a00acfedce0cd83c74de3813ed5910a53ae2679f985dcaf256 | 800 | < 0.1% |
| 77980723f53e66234368e2db43fda4e640fcfae134dfdd57c62fb50fd53b2273 | 744 | < 0.1% |
| 6d3fcefcf9130c19b1ae9538e8870c70c68903a20e7650a3038123bea0df7997 | 737 | < 0.1% |
| 8af30534bd08c8caf960bae0e9fccb8d8e43428678bd771fdc7a5b55d85677ae | 720 | < 0.1% |
| d18aa84b7bf0efde9c6b5db2a38ab1ec9484c59c5284c0bd080f5197bf9388b0 | 714 | < 0.1% |
| 74e0c5d03137d87fcb57f8bb3f2e16e6a540ee02acf11f9f38c688d4ce9ee65c | 608 | < 0.1% |
| e4632c0d05147e90c57b2a86d38a624a42fd337364b4eb9a4174a6ff919d2d2b | 600 | < 0.1% |
| 9d5b4887dd3166f6284b3220de0c77136f3dc795f4d7e40711472f9f24b390f4 | 592 | < 0.1% |
| 8f6cc96686e671bc8f2d980f39ffe125517c4ce2407755289e52b19cdaee9961 | 584 | < 0.1% |
| Other values (855511) | 5434513 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 21872774 | 6.3% |
| 6 | 21829713 | 6.3% |
| c | 21789362 | 6.3% |
| 2 | 21781361 | 6.3% |
| 4 | 21775371 | 6.3% |
| f | 21774608 | 6.3% |
| 3 | 21767438 | 6.3% |
| 1 | 21765881 | 6.2% |
| b | 21748766 | 6.2% |
| 7 | 21747877 | 6.2% |
| Other values (6) | 130402081 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 217730936 | |
| Lowercase Letter | 130524296 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 21872774 | |
| 6 | 21829713 | |
| 2 | 21781361 | |
| 4 | 21775371 | |
| 3 | 21767438 | |
| 1 | 21765881 | |
| 7 | 21747877 | |
| 5 | 21744770 | |
| 9 | 21734287 | |
| 8 | 21711464 |
Lowercase Letter
| Value | Count | Frequency (%) |
| c | 21789362 | |
| f | 21774608 | |
| b | 21748766 | |
| e | 21743736 | |
| a | 21739083 | |
| d | 21728741 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 217730936 | |
| Latin | 130524296 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 21872774 | |
| 6 | 21829713 | |
| 2 | 21781361 | |
| 4 | 21775371 | |
| 3 | 21767438 | |
| 1 | 21765881 | |
| 7 | 21747877 | |
| 5 | 21744770 | |
| 9 | 21734287 | |
| 8 | 21711464 |
Latin
| Value | Count | Frequency (%) |
| c | 21789362 | |
| f | 21774608 | |
| b | 21748766 | |
| e | 21743736 | |
| a | 21739083 | |
| d | 21728741 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 348255232 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 21872774 | 6.3% |
| 6 | 21829713 | 6.3% |
| c | 21789362 | 6.3% |
| 2 | 21781361 | 6.3% |
| 4 | 21775371 | 6.3% |
| f | 21774608 | 6.3% |
| 3 | 21767438 | 6.3% |
| 1 | 21765881 | 6.2% |
| b | 21748766 | 6.2% |
| 7 | 21747877 | 6.2% |
| Other values (6) | 130402081 |
| Distinct | 147702 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 469426 |
| Missing (%) | 8.6% |
| Memory size | 41.5 MiB |
| 431cb9bbc479c64cb0d873043f4de547 | 256948 |
|---|---|
| dae02f32a21e03ce65412f6e56942daa | 199692 |
| 9dc46f318397655dea2844d0fd08e2ab | 166816 |
| 73effd46557538d5fa5561eee3ffc59c | 149958 |
| 835a0f00bf1f2c5420f77cabc26e254c | 144560 |
| Other values (147697) |
Length
| Max length | 32 |
|---|---|
| Median length | 32 |
| Mean length | 32 |
| Min length | 32 |
Characters and Unicode
| Total characters | 159105984 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 50 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | f34d5f2d4577ed6d9ceec516c1f5a744 |
|---|---|
| 2nd row | f34d5f2d4577ed6d9ceec516c1f5a744 |
| 3rd row | f34d5f2d4577ed6d9ceec516c1f5a744 |
| 4th row | 08121d2e08520cab5e5c4384900e0af4 |
| 5th row | 08121d2e08520cab5e5c4384900e0af4 |
Common Values
| Value | Count | Frequency (%) |
| 431cb9bbc479c64cb0d873043f4de547 | 256948 | 4.7% |
| dae02f32a21e03ce65412f6e56942daa | 199692 | 3.7% |
| 9dc46f318397655dea2844d0fd08e2ab | 166816 | 3.1% |
| 73effd46557538d5fa5561eee3ffc59c | 149958 | 2.8% |
| 835a0f00bf1f2c5420f77cabc26e254c | 144560 | 2.7% |
| 359d89624a26d1e756c3e9d6782d6eb0 | 102786 | 1.9% |
| f34d5f2d4577ed6d9ceec516c1f5a744 | 92117 | 1.7% |
| d66b543d0999c7628a55690ef9b1c96e | 85956 | 1.6% |
| 3a2003ea545fe942681da9e7683ebb58 | 81866 | 1.5% |
| ff0dfa05658a149b7b21130a1a8daedb | 72611 | 1.3% |
| Other values (147692) | 3618752 | |
| (Missing) | 469426 | 8.6% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 431cb9bbc479c64cb0d873043f4de547 | 256948 | 5.2% |
| dae02f32a21e03ce65412f6e56942daa | 199692 | 4.0% |
| 9dc46f318397655dea2844d0fd08e2ab | 166816 | 3.4% |
| 73effd46557538d5fa5561eee3ffc59c | 149958 | 3.0% |
| 835a0f00bf1f2c5420f77cabc26e254c | 144560 | 2.9% |
| 359d89624a26d1e756c3e9d6782d6eb0 | 102786 | 2.1% |
| f34d5f2d4577ed6d9ceec516c1f5a744 | 92117 | 1.9% |
| d66b543d0999c7628a55690ef9b1c96e | 85956 | 1.7% |
| 3a2003ea545fe942681da9e7683ebb58 | 81866 | 1.6% |
| ff0dfa05658a149b7b21130a1a8daedb | 72611 | 1.5% |
| Other values (147692) | 3618752 |
Most occurring characters
| Value | Count | Frequency (%) |
| 5 | 11088010 | 7.0% |
| 4 | 10863738 | 6.8% |
| e | 10784140 | 6.8% |
| 6 | 10565653 | 6.6% |
| c | 10437834 | 6.6% |
| 3 | 10225295 | 6.4% |
| f | 10107712 | 6.4% |
| 2 | 9963985 | 6.3% |
| d | 9937351 | 6.2% |
| 9 | 9764846 | 6.1% |
| Other values (6) | 55367420 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 99355201 | |
| Lowercase Letter | 59750783 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 11088010 | |
| 4 | 10863738 | |
| 6 | 10565653 | |
| 3 | 10225295 | |
| 2 | 9963985 | |
| 9 | 9764846 | |
| 7 | 9348658 | |
| 8 | 9345626 | |
| 0 | 9344467 | |
| 1 | 8844923 |
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 10784140 | |
| c | 10437834 | |
| f | 10107712 | |
| d | 9937351 | |
| a | 9342758 | |
| b | 9140988 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 99355201 | |
| Latin | 59750783 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 5 | 11088010 | |
| 4 | 10863738 | |
| 6 | 10565653 | |
| 3 | 10225295 | |
| 2 | 9963985 | |
| 9 | 9764846 | |
| 7 | 9348658 | |
| 8 | 9345626 | |
| 0 | 9344467 | |
| 1 | 8844923 |
Latin
| Value | Count | Frequency (%) |
| e | 10784140 | |
| c | 10437834 | |
| f | 10107712 | |
| d | 9937351 | |
| a | 9342758 | |
| b | 9140988 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 159105984 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 5 | 11088010 | 7.0% |
| 4 | 10863738 | 6.8% |
| e | 10784140 | 6.8% |
| 6 | 10565653 | 6.6% |
| c | 10437834 | 6.6% |
| 3 | 10225295 | 6.4% |
| f | 10107712 | 6.4% |
| 2 | 9963985 | 6.3% |
| d | 9937351 | 6.2% |
| 9 | 9764846 | 6.1% |
| Other values (6) | 55367420 |
| Distinct | 1340053 |
|---|---|
| Distinct (%) | 24.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4377733.923 |
| Minimum | -1 |
|---|---|
| Maximum | 4.067239526 × 1010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 685254 |
| Negative (%) | 12.6% |
| Memory size | 41.5 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | 52817 |
| median | 135017.84 |
| Q3 | 916500.63 |
| 95-th percentile | 8820111.6 |
| Maximum | 4.067239526 × 1010 |
| Range | 4.067239526 × 1010 |
| Interquartile range (IQR) | 863683.63 |
Descriptive statistics
| Standard deviation | 74580140.73 |
|---|---|
| Coefficient of variation (CV) | 17.03624342 |
| Kurtosis | 44535.73396 |
| Mean | 4377733.923 |
| Median Absolute Deviation (MAD) | 135018.84 |
| Skewness | 132.3276782 |
| Sum | 2.382138661 × 1013 |
| Variance | 5.562197391 × 1015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -1 | 685254 | 12.6% |
| 1044480 | 51800 | 1.0% |
| 128522 | 48943 | 0.9% |
| 125001 | 45249 | 0.8% |
| 128015 | 37733 | 0.7% |
| 130560 | 35121 | 0.6% |
| 130049 | 30540 | 0.6% |
| 512492.88 | 24313 | 0.4% |
| 125003 | 22858 | 0.4% |
| 917905.19 | 22284 | 0.4% |
| Other values (1340043) | 4437393 |
| Value | Count | Frequency (%) |
| -1 | 685254 | |
| 0.02 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 50.94 | 2 | < 0.1% |
| 51 | 1 | < 0.1% |
| 55 | 1 | < 0.1% |
| 57.2 | 3 | < 0.1% |
| 59.67 | 1 | < 0.1% |
| 63.88 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4.067239526 × 1010 | 1 | |
| 3.94446848 × 1010 | 1 | |
| 3.362373632 × 1010 | 1 | |
| 1.761037517 × 1010 | 1 | |
| 1.702766285 × 1010 | 1 | |
| 1.616584192 × 1010 | 1 | |
| 1.484128256 × 1010 | 1 | |
| 1.2630528 × 1010 | 1 | |
| 1.219493683 × 1010 | 1 | |
| 1.090076058 × 1010 | 1 |
| Distinct | 801 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.749246043 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 819427 |
| Zeros (%) | 15.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 41.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1.02 |
| median | 4.28 |
| Q3 | 5.87 |
| 95-th percentile | 7.58 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 4.85 |
Descriptive statistics
| Standard deviation | 2.531273833 |
|---|---|
| Coefficient of variation (CV) | 0.6751420963 |
| Kurtosis | -1.225028874 |
| Mean | 3.749246043 |
| Median Absolute Deviation (MAD) | 1.94 |
| Skewness | -0.2448234118 |
| Sum | 20401477.35 |
| Variance | 6.407347217 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 819427 | 15.1% |
| 0.2 | 78902 | 1.5% |
| 0.08 | 52866 | 1.0% |
| 8 | 51069 | 0.9% |
| 5.65 | 43476 | 0.8% |
| 0.1 | 43338 | 0.8% |
| 6.62 | 37436 | 0.7% |
| 0.02 | 32960 | 0.6% |
| 6.42 | 29902 | 0.5% |
| 2.6 | 29037 | 0.5% |
| Other values (791) | 4223075 |
| Value | Count | Frequency (%) |
| 0 | 819427 | |
| 0.01 | 6799 | 0.1% |
| 0.02 | 32960 | 0.6% |
| 0.03 | 1616 | < 0.1% |
| 0.04 | 2220 | < 0.1% |
| 0.05 | 2044 | < 0.1% |
| 0.06 | 10552 | 0.2% |
| 0.07 | 2458 | < 0.1% |
| 0.08 | 52866 | 1.0% |
| 0.09 | 1206 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 51069 | |
| 7.99 | 22004 | |
| 7.98 | 15229 | 0.3% |
| 7.97 | 10902 | 0.2% |
| 7.96 | 7676 | 0.1% |
| 7.95 | 11293 | 0.2% |
| 7.94 | 7212 | 0.1% |
| 7.93 | 9126 | 0.2% |
| 7.92 | 5413 | 0.1% |
| 7.91 | 21187 |
| Distinct | 1611716 |
|---|---|
| Distinct (%) | 29.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 41.5 MiB |
| d41d8cd98f00b204e9800998ecf8427e | |
|---|---|
| 620f0b67a91f7f74151bc5be745b7110 | 51788 |
| bf619eac0cdf3f68d496ea9344137e8b | 35014 |
| 1f354d76203061bfdd5a53dae48d5435 | 25436 |
| 89ce79b3a1e62aeb2ea80a5018651a44 | 24239 |
| Other values (1611711) |
Length
| Max length | 32 |
|---|---|
| Median length | 32 |
| Mean length | 32 |
| Min length | 32 |
Characters and Unicode
| Total characters | 174127616 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1318410 ? |
|---|---|
| Unique (%) | 24.2% |
Sample
| 1st row | 96d952c4260892639b9ca8ec50185446 |
|---|---|
| 2nd row | 95238f87f0624c55c30bfe3af3861167 |
| 3rd row | 7592e45bb73001ecdcec6e157063dfb7 |
| 4th row | 9db1dfcdcdff708f96b0aa401c287f5c |
| 5th row | 0a8e2d5022e80b1b7cd8d523fcbe5c8b |
Common Values
| Value | Count | Frequency (%) |
| d41d8cd98f00b204e9800998ecf8427e | 685254 | 12.6% |
| 620f0b67a91f7f74151bc5be745b7110 | 51788 | 1.0% |
| bf619eac0cdf3f68d496ea9344137e8b | 35014 | 0.6% |
| 1f354d76203061bfdd5a53dae48d5435 | 25436 | 0.5% |
| 89ce79b3a1e62aeb2ea80a5018651a44 | 24239 | 0.4% |
| 7e016ed8299b52ab729134bb6f3806a0 | 22210 | 0.4% |
| 760079e225862788803e3a1d9dfc36bb | 20852 | 0.4% |
| 353210bc3dfdfeef53549dd6ae74edf2 | 20852 | 0.4% |
| 1d7f1632a90ccd89571fb8adcbe26829 | 20852 | 0.4% |
| 874e310a66a2ab59cfc5389b39f0503d | 20852 | 0.4% |
| Other values (1611706) | 4514139 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| d41d8cd98f00b204e9800998ecf8427e | 685254 | 12.6% |
| 620f0b67a91f7f74151bc5be745b7110 | 51788 | 1.0% |
| bf619eac0cdf3f68d496ea9344137e8b | 35014 | 0.6% |
| 1f354d76203061bfdd5a53dae48d5435 | 25436 | 0.5% |
| 89ce79b3a1e62aeb2ea80a5018651a44 | 24239 | 0.4% |
| 7e016ed8299b52ab729134bb6f3806a0 | 22210 | 0.4% |
| 760079e225862788803e3a1d9dfc36bb | 20852 | 0.4% |
| 353210bc3dfdfeef53549dd6ae74edf2 | 20852 | 0.4% |
| 1d7f1632a90ccd89571fb8adcbe26829 | 20852 | 0.4% |
| 874e310a66a2ab59cfc5389b39f0503d | 20852 | 0.4% |
| Other values (1611706) | 4514139 |
Most occurring characters
| Value | Count | Frequency (%) |
| 8 | 13002484 | 7.5% |
| 0 | 12862497 | 7.4% |
| 9 | 12369450 | 7.1% |
| 4 | 11799567 | 6.8% |
| e | 11725826 | 6.7% |
| d | 11516179 | 6.6% |
| f | 11043508 | 6.3% |
| c | 10702576 | 6.1% |
| 2 | 10675356 | 6.1% |
| b | 10310459 | 5.9% |
| Other values (6) | 58119714 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 109102071 | |
| Lowercase Letter | 65025545 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 8 | 13002484 | |
| 0 | 12862497 | |
| 9 | 12369450 | |
| 4 | 11799567 | |
| 2 | 10675356 | |
| 7 | 10173094 | |
| 1 | 10086116 | |
| 3 | 9539242 | |
| 6 | 9329693 | |
| 5 | 9264572 |
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 11725826 | |
| d | 11516179 | |
| f | 11043508 | |
| c | 10702576 | |
| b | 10310459 | |
| a | 9726997 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 109102071 | |
| Latin | 65025545 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 8 | 13002484 | |
| 0 | 12862497 | |
| 9 | 12369450 | |
| 4 | 11799567 | |
| 2 | 10675356 | |
| 7 | 10173094 | |
| 1 | 10086116 | |
| 3 | 9539242 | |
| 6 | 9329693 | |
| 5 | 9264572 |
Latin
| Value | Count | Frequency (%) |
| e | 11725826 | |
| d | 11516179 | |
| f | 11043508 | |
| c | 10702576 | |
| b | 10310459 | |
| a | 9726997 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 174127616 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 8 | 13002484 | 7.5% |
| 0 | 12862497 | 7.4% |
| 9 | 12369450 | 7.1% |
| 4 | 11799567 | 6.8% |
| e | 11725826 | 6.7% |
| d | 11516179 | 6.6% |
| f | 11043508 | 6.3% |
| c | 10702576 | 6.1% |
| 2 | 10675356 | 6.1% |
| b | 10310459 | 5.9% |
| Other values (6) | 58119714 |
| Distinct | 30960 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 290402.7543 |
| Minimum | 0 |
|---|---|
| Maximum | 4278276096 |
| Zeros | 564952 |
| Zeros (%) | 10.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 41.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 512 |
| median | 4096 |
| Q3 | 41984 |
| 95-th percentile | 774144 |
| Maximum | 4278276096 |
| Range | 4278276096 |
| Interquartile range (IQR) | 41472 |
Descriptive statistics
| Standard deviation | 4527451.355 |
|---|---|
| Coefficient of variation (CV) | 15.59024936 |
| Kurtosis | 174523.3689 |
| Mean | 290402.7543 |
| Median Absolute Deviation (MAD) | 4096 |
| Skewness | 267.9088872 |
| Sum | 1.580223103 × 1012 |
| Variance | 2.049781577 × 1013 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 512 | 815884 | 15.0% |
| 0 | 564952 | 10.4% |
| 4096 | 400200 | 7.4% |
| 1024 | 272852 | 5.0% |
| 2048 | 197407 | 3.6% |
| 1536 | 193109 | 3.5% |
| 12288 | 129455 | 2.4% |
| 2560 | 124933 | 2.3% |
| 20480 | 79401 | 1.5% |
| 8192 | 76177 | 1.4% |
| Other values (30950) | 2587118 |
| Value | Count | Frequency (%) |
| 0 | 564952 | |
| 1 | 6 | < 0.1% |
| 2 | 5 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 2 | < 0.1% |
| 5 | 15 | < 0.1% |
| 6 | 2 | < 0.1% |
| 7 | 12 | < 0.1% |
| 8 | 26 | < 0.1% |
| 9 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 4278276096 | 1 | < 0.1% |
| 1954047348 | 1 | < 0.1% |
| 1701080931 | 1 | < 0.1% |
| 1342177280 | 1 | < 0.1% |
| 1160249886 | 16 | |
| 1148837888 | 1 | < 0.1% |
| 988295168 | 1 | < 0.1% |
| 713999360 | 1 | < 0.1% |
| 713833984 | 1 | < 0.1% |
| 713819648 | 1 | < 0.1% |
| Distinct | 317463 |
|---|---|
| Distinct (%) | 5.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 373683.8882 |
| Minimum | 0 |
|---|---|
| Maximum | 4294961872 |
| Zeros | 1500 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 41.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 16 |
| Q1 | 1536 |
| median | 8340 |
| Q3 | 61440 |
| 95-th percentile | 1015450 |
| Maximum | 4294961872 |
| Range | 4294961872 |
| Interquartile range (IQR) | 59904 |
Descriptive statistics
| Standard deviation | 6187310.983 |
|---|---|
| Coefficient of variation (CV) | 16.55760705 |
| Kurtosis | 138793.1926 |
| Mean | 373683.8882 |
| Median Absolute Deviation (MAD) | 8268 |
| Skewness | 249.1878453 |
| Sum | 2.033396393 × 1012 |
| Variance | 3.82828172 × 1013 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4096 | 151829 | 2.8% |
| 12 | 118300 | 2.2% |
| 24 | 108873 | 2.0% |
| 8 | 90456 | 1.7% |
| 1540 | 75690 | 1.4% |
| 512 | 55300 | 1.0% |
| 9328 | 54025 | 1.0% |
| 8340 | 50697 | 0.9% |
| 55504 | 50550 | 0.9% |
| 180274 | 50540 | 0.9% |
| Other values (317453) | 4635228 |
| Value | Count | Frequency (%) |
| 0 | 1500 | < 0.1% |
| 1 | 3010 | 0.1% |
| 2 | 7369 | 0.1% |
| 3 | 595 | < 0.1% |
| 4 | 12066 | 0.2% |
| 5 | 311 | < 0.1% |
| 6 | 55 | < 0.1% |
| 7 | 22 | < 0.1% |
| 8 | 90456 | |
| 9 | 26716 | 0.5% |
| Value | Count | Frequency (%) |
| 4294961872 | 1 | |
| 4294944573 | 1 | |
| 4278218752 | 1 | |
| 2172190184 | 1 | |
| 1950589204 | 1 | |
| 1751515136 | 1 | |
| 1711271132 | 1 | |
| 1399767480 | 1 | |
| 1148837888 | 1 | |
| 1073781856 | 1 |
| Distinct | 24392 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1257902.083 |
| Minimum | 0 |
|---|---|
| Maximum | 4278538240 |
| Zeros | 82 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 41.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4096 |
| Q1 | 20480 |
| median | 86016 |
| Q3 | 405504 |
| 95-th percentile | 3473408 |
| Maximum | 4278538240 |
| Range | 4278538240 |
| Interquartile range (IQR) | 385024 |
Descriptive statistics
| Standard deviation | 10416917.35 |
|---|---|
| Coefficient of variation (CV) | 8.281183007 |
| Kurtosis | 11702.13327 |
| Mean | 1257902.083 |
| Median Absolute Deviation (MAD) | 81920 |
| Skewness | 62.57661845 |
| Sum | 6.844859089 × 1012 |
| Variance | 1.085121671 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4096 | 914591 | 16.8% |
| 8192 | 162574 | 3.0% |
| 32768 | 126245 | 2.3% |
| 24576 | 121582 | 2.2% |
| 49152 | 121087 | 2.2% |
| 36864 | 120823 | 2.2% |
| 40960 | 118109 | 2.2% |
| 16384 | 117416 | 2.2% |
| 20480 | 116339 | 2.1% |
| 45056 | 114657 | 2.1% |
| Other values (24382) | 3408065 |
| Value | Count | Frequency (%) |
| 0 | 82 | |
| 16 | 1 | < 0.1% |
| 288 | 1 | < 0.1% |
| 392 | 86 | |
| 416 | 4 | < 0.1% |
| 432 | 1 | < 0.1% |
| 448 | 21 | < 0.1% |
| 480 | 3 | < 0.1% |
| 512 | 77 | |
| 528 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 4278538240 | 1 | |
| 3555282944 | 1 | |
| 2884145152 | 1 | |
| 1953640448 | 1 | |
| 1953488896 | 1 | |
| 1953419264 | 1 | |
| 1712082944 | 1 | |
| 1712037888 | 1 | |
| 1400750080 | 1 | |
| 1075634176 | 1 |
| Distinct | 19779 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 28719 |
| Missing (%) | 0.5% |
| Memory size | 41.5 MiB |
| .rsrc | |
|---|---|
| .text | |
| .rdata | |
| .data | |
| .reloc | |
| Other values (19774) |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 5.251314992 |
| Min length | 1 |
Characters and Unicode
| Total characters | 28424155 |
|---|---|
| Distinct characters | 94 |
| Distinct categories | 11 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 13358 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | .text |
|---|---|
| 2nd row | .rsrc |
| 3rd row | .reloc |
| 4th row | .text |
| 5th row | .rdata |
Common Values
| Value | Count | Frequency (%) |
| .rsrc | 893409 | |
| .text | 798340 | |
| .rdata | 691743 | |
| .data | 678988 | |
| .reloc | 594267 | |
| .idata | 210899 | 3.9% |
| .tls | 169106 | 3.1% |
| .pdata | 168938 | 3.1% |
| .bss | 92047 | 1.7% |
| CODE | 83159 | 1.5% |
| Other values (19769) | 1031873 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| rsrc | 893459 | |
| text | 799350 | |
| data | 762219 | |
| rdata | 707954 | |
| reloc | 594277 | |
| idata | 211452 | 3.9% |
| bss | 174144 | 3.2% |
| tls | 169125 | 3.1% |
| pdata | 168947 | 3.1% |
| code | 90382 | 1.7% |
| Other values (19110) | 841460 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 4784717 | |
| a | 3803333 | |
| t | 3772939 | |
| r | 3162062 | |
| d | 1981968 | |
| c | 1574420 | 5.5% |
| e | 1522461 | 5.4% |
| s | 1397860 | 4.9% |
| l | 901280 | 3.2% |
| x | 856865 | 3.0% |
| Other values (84) | 4666250 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 20904170 | |
| Other Punctuation | 4869776 | 17.1% |
| Uppercase Letter | 2161006 | 7.6% |
| Decimal Number | 451566 | 1.6% |
| Connector Punctuation | 28300 | 0.1% |
| Modifier Symbol | 5738 | < 0.1% |
| Math Symbol | 1206 | < 0.1% |
| Dash Punctuation | 1127 | < 0.1% |
| Open Punctuation | 545 | < 0.1% |
| Close Punctuation | 529 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 3803333 | |
| t | 3772939 | |
| r | 3162062 | |
| d | 1981968 | |
| c | 1574420 | |
| e | 1522461 | |
| s | 1397860 | 6.7% |
| l | 901280 | 4.3% |
| x | 856865 | 4.1% |
| o | 710803 | 3.4% |
| Other values (16) | 1220179 | 5.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 246247 | |
| A | 230427 | |
| P | 229476 | |
| U | 216276 | |
| D | 213420 | |
| X | 193964 | |
| T | 144128 | |
| E | 131461 | |
| C | 123528 | 5.7% |
| B | 104762 | 4.8% |
| Other values (16) | 327317 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4784717 | |
| / | 56578 | 1.2% |
| # | 16015 | 0.3% |
| \ | 9596 | 0.2% |
| : | 491 | < 0.1% |
| ? | 466 | < 0.1% |
| @ | 389 | < 0.1% |
| ! | 339 | < 0.1% |
| * | 208 | < 0.1% |
| ; | 192 | < 0.1% |
| Other values (5) | 785 | < 0.1% |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 180722 | |
| 1 | 154751 | |
| 2 | 32214 | 7.1% |
| 4 | 25547 | 5.7% |
| 5 | 12774 | 2.8% |
| 7 | 12388 | 2.7% |
| 9 | 11827 | 2.6% |
| 3 | 8954 | 2.0% |
| 8 | 7218 | 1.6% |
| 6 | 5171 | 1.1% |
Math Symbol
| Value | Count | Frequency (%) |
| = | 368 | |
| | | 234 | |
| + | 190 | |
| > | 184 | |
| < | 160 | |
| ~ | 70 | 5.8% |
Close Punctuation
| Value | Count | Frequency (%) |
| ] | 291 | |
| } | 132 | |
| ) | 106 | 20.0% |
Open Punctuation
| Value | Count | Frequency (%) |
| { | 273 | |
| [ | 157 | |
| ( | 115 |
Modifier Symbol
| Value | Count | Frequency (%) |
| ^ | 5570 | |
| ` | 168 | 2.9% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 28300 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1127 |
Currency Symbol
| Value | Count | Frequency (%) |
| $ | 192 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 23065176 | |
| Common | 5358979 | 18.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 3803333 | |
| t | 3772939 | |
| r | 3162062 | |
| d | 1981968 | |
| c | 1574420 | |
| e | 1522461 | |
| s | 1397860 | 6.1% |
| l | 901280 | 3.9% |
| x | 856865 | 3.7% |
| o | 710803 | 3.1% |
| Other values (42) | 3381185 |
Common
| Value | Count | Frequency (%) |
| . | 4784717 | |
| 0 | 180722 | 3.4% |
| 1 | 154751 | 2.9% |
| / | 56578 | 1.1% |
| 2 | 32214 | 0.6% |
| _ | 28300 | 0.5% |
| 4 | 25547 | 0.5% |
| # | 16015 | 0.3% |
| 5 | 12774 | 0.2% |
| 7 | 12388 | 0.2% |
| Other values (32) | 54973 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 28424155 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 4784717 | |
| a | 3803333 | |
| t | 3772939 | |
| r | 3162062 | |
| d | 1981968 | |
| c | 1574420 | 5.5% |
| e | 1522461 | 5.4% |
| s | 1397860 | 4.9% |
| l | 901280 | 3.2% |
| x | 856865 | 3.0% |
| Other values (84) | 4666250 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
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| 1 | 1 | 2022042404/2022042404_42 | 1 | 6db890d533348b90363936295036e0e1063172632d1e5004919d6cf4c43383ea | f34d5f2d4577ed6d9ceec516c1f5a744 | 92516.00 | 3.18 | 95238f87f0624c55c30bfe3af3861167 | 1024 | 1016 | 81920 | .rsrc |
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| 8 | 8 | 2022042404/2022042404_42 | 3 | 6a4ffa7ffb47768fe7c8af5b9b4ea12d5bae52bd2f71019ce8a30f603d0c914c | 0c57d0c2e73797f4b6ac8c85bc087fa7 | 7798533.00 | 6.33 | d9c7cc4d3aabb1f0dbb967ff871b7b5c | 1092608 | 1092364 | 4096 | .text |
| 9 | 9 | 2022042404/2022042404_42 | 3 | 6a4ffa7ffb47768fe7c8af5b9b4ea12d5bae52bd2f71019ce8a30f603d0c914c | 0c57d0c2e73797f4b6ac8c85bc087fa7 | 9199987.00 | 5.65 | 89c5d4e2dbe1da73a8e707b0a073946c | 322560 | 322508 | 1097728 | .rdata |
Last rows
| Unnamed: 0 | filename | win_count | sha256 | imp_hash | sec_chi2 | sec_entropy | sec_md5 | raw_size | virtual_size | virtual_address | sec_name | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5441478 | 5441478 | 2022042606/2022042606_7 | 654976 | d1e820ebd2a447730e3a0b9fc7f879ec03452ef7ee9b8c061848858d1954de94 | f34d5f2d4577ed6d9ceec516c1f5a744 | 13061.55 | 7.99 | 86a5809e22e33c46ea7b8fa07920fd38 | 1421312 | 1421092 | 8192 | .text |
| 5441479 | 5441479 | 2022042606/2022042606_7 | 654976 | d1e820ebd2a447730e3a0b9fc7f879ec03452ef7ee9b8c061848858d1954de94 | f34d5f2d4577ed6d9ceec516c1f5a744 | 82026.83 | 4.02 | 6ed4b01d54c16a1b818758d7904bd658 | 1536 | 1422 | 1433600 | .rsrc |
| 5441480 | 5441480 | 2022042606/2022042606_7 | 654976 | d1e820ebd2a447730e3a0b9fc7f879ec03452ef7ee9b8c061848858d1954de94 | f34d5f2d4577ed6d9ceec516c1f5a744 | 128015.00 | 0.10 | f896439e2645c447f6af5850ea388d96 | 512 | 12 | 1441792 | .reloc |
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| 5441482 | 5441482 | 2022042606/2022042606_7 | 654977 | 91a8152336629d958079fe167ef34214a8ee1c4053133ee040d5ec1a7951457e | e4484cbb4aaf3e3795884c4db70093c4 | 38386.26 | 4.62 | a08950861fd8c953813518c94999cff4 | 1536 | 1224 | 266240 | .text1 |
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